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cs.LG2023
Policy Diversity for Cooperative Agents
Mingxi Tan, Andong Tian, Ludovic Denoyer
Standard cooperative multi-agent reinforcement learning (MARL) methods aim to find the optimal team cooperative policy to complete a task. However there may exist multiple differen…
cs.LG2022
Regularized Contrastive Learning of Semantic Search
Mingxi Tan, Alexis Rolland, Andong Tian
Semantic search is an important task which objective is to find the relevant index from a database for query. It requires a retrieval model that can properly learn the semantics of…
cs.LG2022
Regularized Soft Actor-Critic for Behavior Transfer Learning
Mingxi Tan, Andong Tian, Ludovic Denoyer
Existing imitation learning methods mainly focus on making an agent effectively mimic a demonstrated behavior, but do not address the potential contradiction between the behavior s…